Overview

Brought to you by YData

Dataset statistics

Number of variables	22
Number of observations	2007
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	345.1 KiB
Average record size in memory	176.1 B

Variable types

Numeric	15
Categorical	7

Alerts

`four_g` is highly overall correlated with `three_g`	High correlation
`front_camera` is highly overall correlated with `primary_camera`	High correlation
`price_range` is highly overall correlated with `ram`	High correlation
`primary_camera` is highly overall correlated with `front_camera`	High correlation
`ram` is highly overall correlated with `price_range`	High correlation
`three_g` is highly overall correlated with `four_g`	High correlation
`phone_id` is uniformly distributed	Uniform
`price_range` is uniformly distributed	Uniform
`phone_id` has unique values	Unique
`sc_w` has 180 (9.0%) zeros	Zeros
`front_camera` has 476 (23.7%) zeros	Zeros
`primary_camera` has 101 (5.0%) zeros	Zeros

Reproduction

Analysis started	2024-12-21 00:28:49.012150
Analysis finished	2024-12-21 00:29:03.695039
Duration	14.68 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

phone_id
Real number (ℝ)

Uniform Unique

Distinct	2007
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1004

Minimum	1
Maximum	2007
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1
5-th percentile	101.3
Q1	502.5
median	1004
Q3	1505.5
95-th percentile	1906.7
Maximum	2007
Range	2006
Interquartile range (IQR)	1003

Descriptive statistics

Standard deviation	579.51531
Coefficient of variation (CV)	0.57720649
Kurtosis	-1.2
Mean	1004
Median Absolute Deviation (MAD)	502
Skewness	0
Sum	2015028
Variance	335838
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2007	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
1991	1	< 0.1%
1990	1	< 0.1%
1989	1	< 0.1%
Other values (1997)	1997	99.5%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
2007	1	< 0.1%
2006	1	< 0.1%
2005	1	< 0.1%
2004	1	< 0.1%
2003	1	< 0.1%
2002	1	< 0.1%
2001	1	< 0.1%
2000	1	< 0.1%
1999	1	< 0.1%
1998	1	< 0.1%

battery_power
Real number (ℝ)

Distinct	1094
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1238.4549

Minimum	501
Maximum	1998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	501
5-th percentile	570.3
Q1	851
median	1225
Q3	1616.5
95-th percentile	1929.7
Maximum	1998
Range	1497
Interquartile range (IQR)	765.5

Descriptive statistics

Standard deviation	439.84999
Coefficient of variation (CV)	0.35516028
Kurtosis	-1.2270807
Mean	1238.4549
Median Absolute Deviation (MAD)	382
Skewness	0.032191247
Sum	2485579
Variance	193468.01
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1589	6	0.3%
1872	6	0.3%
618	6	0.3%
1310	5	0.2%
1063	5	0.2%
832	5	0.2%
1083	5	0.2%
1821	5	0.2%
504	5	0.2%
1413	5	0.2%
Other values (1084)	1954	97.4%

Value	Count	Frequency (%)
501	2	0.1%
502	2	0.1%
503	3	0.1%
504	5	0.2%
506	1	< 0.1%
507	2	0.1%
508	3	0.1%
509	1	< 0.1%
510	3	0.1%
511	4	0.2%

Value	Count	Frequency (%)
1998	1	< 0.1%
1997	1	< 0.1%
1996	2	0.1%
1995	2	0.1%
1994	3	0.1%
1993	1	< 0.1%
1992	2	0.1%
1991	4	0.2%
1989	2	0.1%
1988	1	< 0.1%

clock_speed
Real number (ℝ)

Distinct	26
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5214748

Minimum	0.5
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.5
Q1	0.7
median	1.5
Q3	2.2
95-th percentile	2.8
Maximum	3
Range	2.5
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	0.81601139
Coefficient of variation (CV)	0.53632921
Kurtosis	-1.323694
Mean	1.5214748
Median Absolute Deviation (MAD)	0.8
Skewness	0.17848569
Sum	3053.6
Variance	0.66587459
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0.5	416	20.7%
2.8	85	4.2%
2.3	78	3.9%
2.1	76	3.8%
1.6	76	3.8%
2.5	75	3.7%
0.6	74	3.7%
1.4	70	3.5%
1.3	68	3.4%
1.5	67	3.3%
Other values (16)	922	45.9%

Value	Count	Frequency (%)
0.5	416	20.7%
0.6	74	3.7%
0.7	64	3.2%
0.8	58	2.9%
0.9	58	2.9%
1	61	3.0%
1.1	51	2.5%
1.2	57	2.8%
1.3	68	3.4%
1.4	70	3.5%

Value	Count	Frequency (%)
3	28	1.4%
2.9	62	3.1%
2.8	85	4.2%
2.7	55	2.7%
2.6	55	2.7%
2.5	75	3.7%
2.4	58	2.9%
2.3	78	3.9%
2.2	60	3.0%
2.1	76	3.8%

m_dep
Real number (ℝ)

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50254111

Minimum	0.1
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.2
median	0.5
Q3	0.8
95-th percentile	1
Maximum	1
Range	0.9
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.28828665
Coefficient of variation (CV)	0.57365785
Kurtosis	-1.2750624
Mean	0.50254111
Median Absolute Deviation (MAD)	0.3
Skewness	0.083433924
Sum	1008.6
Variance	0.083109193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1	320	15.9%
0.2	213	10.6%
0.8	210	10.5%
0.5	205	10.2%
0.7	202	10.1%
0.3	199	9.9%
0.9	196	9.8%
0.6	188	9.4%
0.4	168	8.4%
1	106	5.3%

Value	Count	Frequency (%)
0.1	320	15.9%
0.2	213	10.6%
0.3	199	9.9%
0.4	168	8.4%
0.5	205	10.2%
0.6	188	9.4%
0.7	202	10.1%
0.8	210	10.5%
0.9	196	9.8%
1	106	5.3%

Value	Count	Frequency (%)
1	106	5.3%
0.9	196	9.8%
0.8	210	10.5%
0.7	202	10.1%
0.6	188	9.4%
0.5	205	10.2%
0.4	168	8.4%
0.3	199	9.9%
0.2	213	10.6%
0.1	320	15.9%

mobile_wt
Real number (ℝ)

Distinct	121
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	140.28002

Minimum	80
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	80
5-th percentile	86
Q1	109
median	141
Q3	170
95-th percentile	196
Maximum	200
Range	120
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	35.358784
Coefficient of variation (CV)	0.25205859
Kurtosis	-1.2066153
Mean	140.28002
Median Absolute Deviation (MAD)	31
Skewness	0.005295089
Sum	281542
Variance	1250.2436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
182	28	1.4%
185	27	1.3%
101	27	1.3%
199	26	1.3%
146	26	1.3%
88	25	1.2%
198	25	1.2%
105	25	1.2%
131	24	1.2%
145	24	1.2%
Other values (111)	1750	87.2%

Value	Count	Frequency (%)
80	21	1.0%
81	13	0.6%
82	15	0.7%
83	19	0.9%
84	17	0.8%
85	13	0.6%
86	19	0.9%
87	15	0.7%
88	25	1.2%
89	24	1.2%

Value	Count	Frequency (%)
200	19	0.9%
199	26	1.3%
198	25	1.2%
197	19	0.9%
196	20	1.0%
195	11	0.5%
194	16	0.8%
193	15	0.7%
192	15	0.7%
191	15	0.7%

n_cores
Real number (ℝ)

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5181863

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	4
Q3	7
95-th percentile	8
Maximum	8
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.2884127
Coefficient of variation (CV)	0.50648922
Kurtosis	-1.2305799
Mean	4.5181863
Median Absolute Deviation (MAD)	2
Skewness	0.0052450612
Sum	9068
Variance	5.2368326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	274	13.7%
7	259	12.9%
8	257	12.8%
2	249	12.4%
3	247	12.3%
5	247	12.3%
1	243	12.1%
6	231	11.5%

Value	Count	Frequency (%)
1	243	12.1%
2	249	12.4%
3	247	12.3%
4	274	13.7%
5	247	12.3%
6	231	11.5%
7	259	12.9%
8	257	12.8%

Value	Count	Frequency (%)
8	257	12.8%
7	259	12.9%
6	231	11.5%
5	247	12.3%
4	274	13.7%
3	247	12.3%
2	249	12.4%
1	243	12.1%

ram
Real number (ℝ)

High correlation

Distinct	1562
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2124.9008

Minimum	256
Maximum	3998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	256
5-th percentile	445.3
Q1	1208.5
median	2148
Q3	3063.5
95-th percentile	3825.7
Maximum	3998
Range	3742
Interquartile range (IQR)	1855

Descriptive statistics

Standard deviation	1083.7371
Coefficient of variation (CV)	0.51001771
Kurtosis	-1.1904271
Mean	2124.9008
Median Absolute Deviation (MAD)	930
Skewness	0.0048566465
Sum	4264676
Variance	1174486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1229	4	0.2%
2610	4	0.2%
2227	4	0.2%
1464	4	0.2%
3142	4	0.2%
1037	3	0.1%
2819	3	0.1%
2190	3	0.1%
2775	3	0.1%
1277	3	0.1%
Other values (1552)	1972	98.3%

Value	Count	Frequency (%)
256	1	< 0.1%
258	2	0.1%
259	1	< 0.1%
262	1	< 0.1%
263	1	< 0.1%
265	1	< 0.1%
267	1	< 0.1%
273	1	< 0.1%
277	1	< 0.1%
278	2	0.1%

Value	Count	Frequency (%)
3998	1	< 0.1%
3996	1	< 0.1%
3993	1	< 0.1%
3991	2	0.1%
3990	1	< 0.1%
3984	1	< 0.1%
3978	1	< 0.1%
3971	1	< 0.1%
3970	2	0.1%
3969	1	< 0.1%

talk_time
Real number (ℝ)

Distinct	19
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.016941

Minimum	2
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	2
5-th percentile	3
Q1	6
median	11
Q3	16
95-th percentile	20
Maximum	20
Range	18
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.4612486
Coefficient of variation (CV)	0.49571371
Kurtosis	-1.2174124
Mean	11.016941
Median Absolute Deviation (MAD)	5
Skewness	0.0088026214
Sum	22111
Variance	29.825236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
7	125	6.2%
4	123	6.1%
15	116	5.8%
16	116	5.8%
19	114	5.7%
6	111	5.5%
10	106	5.3%
11	104	5.2%
8	104	5.2%
20	102	5.1%
Other values (9)	886	44.1%

Value	Count	Frequency (%)
2	99	4.9%
3	94	4.7%
4	123	6.1%
5	93	4.6%
6	111	5.5%
7	125	6.2%
8	104	5.2%
9	101	5.0%
10	106	5.3%
11	104	5.2%

Value	Count	Frequency (%)
20	102	5.1%
19	114	5.7%
18	101	5.0%
17	98	4.9%
16	116	5.8%
15	116	5.8%
14	101	5.0%
13	100	5.0%
12	99	4.9%
11	104	5.2%

price_range
Categorical

High correlation Uniform

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	503
2	503
3	501
0	500

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2007
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	503	25.1%
2	503	25.1%
3	501	25.0%
0	500	24.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	503	25.1%
2	503	25.1%
3	501	25.0%
0	500	24.9%

Most occurring characters

Value	Count	Frequency (%)
1	503	25.1%
2	503	25.1%
3	501	25.0%
0	500	24.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	503	25.1%
2	503	25.1%
3	501	25.0%
0	500	24.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	503	25.1%
2	503	25.1%
3	501	25.0%
0	500	24.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	503	25.1%
2	503	25.1%
3	501	25.0%
0	500	24.9%

px_height
Real number (ℝ)

Distinct	1137
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	645.84604

Minimum	0
Maximum	1960
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	70.3
Q1	283.5
median	567
Q3	949
95-th percentile	1484.1
Maximum	1960
Range	1960
Interquartile range (IQR)	665.5

Descriptive statistics

Standard deviation	443.95025
Coefficient of variation (CV)	0.68739331
Kurtosis	-0.32692926
Mean	645.84604
Median Absolute Deviation (MAD)	320
Skewness	0.66048099
Sum	1296213
Variance	197091.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
347	7	0.3%
179	6	0.3%
275	6	0.3%
371	6	0.3%
211	5	0.2%
667	5	0.2%
293	5	0.2%
730	5	0.2%
674	5	0.2%
327	5	0.2%
Other values (1127)	1952	97.3%

Value	Count	Frequency (%)
0	2	0.1%
1	1	< 0.1%
2	1	< 0.1%
3	2	0.1%
4	3	0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	2	0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
1960	1	< 0.1%
1949	1	< 0.1%
1920	1	< 0.1%
1914	1	< 0.1%
1901	1	< 0.1%
1899	1	< 0.1%
1895	1	< 0.1%
1878	1	< 0.1%
1874	1	< 0.1%
1869	1	< 0.1%

px_width
Real number (ℝ)

Distinct	1109
Distinct (%)	55.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1252.1978

Minimum	500
Maximum	1998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	500
5-th percentile	580
Q1	875.5
median	1247
Q3	1633.5
95-th percentile	1929.7
Maximum	1998
Range	1498
Interquartile range (IQR)	758

Descriptive statistics

Standard deviation	432.31416
Coefficient of variation (CV)	0.34524431
Kurtosis	-1.1870507
Mean	1252.1978
Median Absolute Deviation (MAD)	377
Skewness	0.013585838
Sum	2513161
Variance	186895.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1247	7	0.3%
874	7	0.3%
1988	6	0.3%
1383	6	0.3%
1463	6	0.3%
1469	6	0.3%
1552	5	0.2%
1079	5	0.2%
1234	5	0.2%
1781	5	0.2%
Other values (1099)	1949	97.1%

Value	Count	Frequency (%)
500	2	0.1%
501	2	0.1%
503	1	< 0.1%
506	1	< 0.1%
507	4	0.2%
508	1	< 0.1%
509	2	0.1%
510	3	0.1%
511	2	0.1%
512	2	0.1%

Value	Count	Frequency (%)
1998	1	< 0.1%
1997	1	< 0.1%
1996	1	< 0.1%
1995	3	0.1%
1994	2	0.1%
1992	1	< 0.1%
1991	1	< 0.1%
1990	1	< 0.1%
1989	3	0.1%
1988	6	0.3%

sc_h
Real number (ℝ)

Distinct	15
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.308919

Minimum	5
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	5
5-th percentile	6
Q1	9
median	12
Q3	16
95-th percentile	19
Maximum	19
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.2111795
Coefficient of variation (CV)	0.34212424
Kurtosis	-1.1907672
Mean	12.308919
Median Absolute Deviation (MAD)	4
Skewness	-0.099478249
Sum	24704
Variance	17.734033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
17	195	9.7%
12	157	7.8%
7	151	7.5%
16	144	7.2%
14	143	7.1%
15	135	6.7%
13	132	6.6%
11	127	6.3%
10	125	6.2%
9	125	6.2%
Other values (5)	573	28.6%

Value	Count	Frequency (%)
5	97	4.8%
6	114	5.7%
7	151	7.5%
8	118	5.9%
9	125	6.2%
10	125	6.2%
11	127	6.3%
12	157	7.8%
13	132	6.6%
14	143	7.1%

Value	Count	Frequency (%)
19	124	6.2%
18	120	6.0%
17	195	9.7%
16	144	7.2%
15	135	6.7%
14	143	7.1%
13	132	6.6%
12	157	7.8%
11	127	6.3%
10	125	6.2%

sc_w
Real number (ℝ)

Zeros

Distinct	19
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7623318

Minimum	0
Maximum	18
Zeros	180
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	9
95-th percentile	14
Maximum	18
Range	18
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.3528123
Coefficient of variation (CV)	0.75539078
Kurtosis	-0.38590632
Mean	5.7623318
Median Absolute Deviation (MAD)	3
Skewness	0.63507132
Sum	11565
Variance	18.946975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
1	211	10.5%
3	200	10.0%
4	182	9.1%
0	180	9.0%
5	161	8.0%
2	158	7.9%
7	133	6.6%
6	130	6.5%
8	127	6.3%
10	107	5.3%
Other values (9)	418	20.8%

Value	Count	Frequency (%)
0	180	9.0%
1	211	10.5%
2	158	7.9%
3	200	10.0%
4	182	9.1%
5	161	8.0%
6	130	6.5%
7	133	6.6%
8	127	6.3%
9	97	4.8%

Value	Count	Frequency (%)
18	8	0.4%
17	19	0.9%
16	29	1.4%
15	31	1.5%
14	33	1.6%
13	49	2.4%
12	68	3.4%
11	84	4.2%
10	107	5.3%
9	97	4.8%

front_camera
Real number (ℝ)

High correlation Zeros

Distinct	20
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3059292

Minimum	0
Maximum	19
Zeros	476
Zeros (%)	23.7%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	7
95-th percentile	13
Maximum	19
Range	19
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.341375
Coefficient of variation (CV)	1.0082319
Kurtosis	0.27838955
Mean	4.3059292
Median Absolute Deviation (MAD)	3
Skewness	1.0214839
Sum	8642
Variance	18.847537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	476	23.7%
1	246	12.3%
2	190	9.5%
3	171	8.5%
5	139	6.9%
4	134	6.7%
6	112	5.6%
7	100	5.0%
9	78	3.9%
8	77	3.8%
Other values (10)	284	14.2%

Value	Count	Frequency (%)
0	476	23.7%
1	246	12.3%
2	190	9.5%
3	171	8.5%
4	134	6.7%
5	139	6.9%
6	112	5.6%
7	100	5.0%
8	77	3.8%
9	78	3.9%

Value	Count	Frequency (%)
19	1	< 0.1%
18	11	0.5%
17	6	0.3%
16	24	1.2%
15	23	1.1%
14	20	1.0%
13	41	2.0%
12	45	2.2%
11	51	2.5%
10	62	3.1%

primary_camera
Real number (ℝ)

High correlation Zeros

Distinct	21
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9088191

Minimum	0
Maximum	20
Zeros	101
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3
Q1	5
median	10
Q3	15
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.0586332
Coefficient of variation (CV)	0.61143847
Kurtosis	-1.1691836
Mean	9.9088191
Median Absolute Deviation (MAD)	5
Skewness	0.019813921
Sum	19887
Variance	36.707036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
10	123	6.1%
7	120	6.0%
9	113	5.6%
20	110	5.5%
14	105	5.2%
1	104	5.2%
0	101	5.0%
2	100	5.0%
17	99	4.9%
6	97	4.8%
Other values (11)	935	46.6%

Value	Count	Frequency (%)
0	101	5.0%
1	104	5.2%
2	100	5.0%
3	93	4.6%
4	95	4.7%
5	59	2.9%
6	97	4.8%
7	120	6.0%
8	89	4.4%
9	113	5.6%

Value	Count	Frequency (%)
20	110	5.5%
19	83	4.1%
18	82	4.1%
17	99	4.9%
16	88	4.4%
15	92	4.6%
14	105	5.2%
13	85	4.2%
12	90	4.5%
11	79	3.9%

blue
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

0	1013
1	994

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2007
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	1013	50.5%
1	994	49.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1013	50.5%
1	994	49.5%

Most occurring characters

Value	Count	Frequency (%)
0	1013	50.5%
1	994	49.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1013	50.5%
1	994	49.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1013	50.5%
1	994	49.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1013	50.5%
1	994	49.5%

dual_sim
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1022
0	985

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2007
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	1022	50.9%
0	985	49.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1022	50.9%
0	985	49.1%

Most occurring characters

Value	Count	Frequency (%)
1	1022	50.9%
0	985	49.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1022	50.9%
0	985	49.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1022	50.9%
0	985	49.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1022	50.9%
0	985	49.1%

four_g
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1047
0	960

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2007
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	1047	52.2%
0	960	47.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1047	52.2%
0	960	47.8%

Most occurring characters

Value	Count	Frequency (%)
1	1047	52.2%
0	960	47.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1047	52.2%
0	960	47.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1047	52.2%
0	960	47.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1047	52.2%
0	960	47.8%

three_g
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1529
0	478

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2007
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1529	76.2%
0	478	23.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1529	76.2%
0	478	23.8%

Most occurring characters

Value	Count	Frequency (%)
1	1529	76.2%
0	478	23.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1529	76.2%
0	478	23.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1529	76.2%
0	478	23.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1529	76.2%
0	478	23.8%

touch_screen
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1009
0	998

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2007
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	1009	50.3%
0	998	49.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1009	50.3%
0	998	49.7%

Most occurring characters

Value	Count	Frequency (%)
1	1009	50.3%
0	998	49.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1009	50.3%
0	998	49.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1009	50.3%
0	998	49.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1009	50.3%
0	998	49.7%

wifi
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1016
0	991

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2007
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	1016	50.6%
0	991	49.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1016	50.6%
0	991	49.4%

Most occurring characters

Value	Count	Frequency (%)
1	1016	50.6%
0	991	49.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1016	50.6%
0	991	49.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1016	50.6%
0	991	49.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2007	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1016	50.6%
0	991	49.4%

int_memory
Real number (ℝ)

Distinct	63
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.027902

Minimum	2
Maximum	64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	2
5-th percentile	5
Q1	16
median	32
Q3	48
95-th percentile	61
Maximum	64
Range	62
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	18.146496
Coefficient of variation (CV)	0.56658398
Kurtosis	-1.2173377
Mean	32.027902
Median Absolute Deviation (MAD)	16
Skewness	0.058541683
Sum	64280
Variance	329.29533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	47	2.3%
14	45	2.2%
16	45	2.2%
2	42	2.1%
57	42	2.1%
7	41	2.0%
44	40	2.0%
42	40	2.0%
30	39	1.9%
10	38	1.9%
Other values (53)	1588	79.1%

Value	Count	Frequency (%)
2	42	2.1%
3	25	1.2%
4	20	1.0%
5	36	1.8%
6	37	1.8%
7	41	2.0%
8	37	1.8%
9	35	1.7%
10	38	1.9%
11	34	1.7%

Value	Count	Frequency (%)
64	31	1.5%
63	30	1.5%
62	21	1.0%
61	27	1.3%
60	27	1.3%
59	18	0.9%
58	36	1.8%
57	42	2.1%
56	27	1.3%
55	29	1.4%

Interactions

Correlations

	battery_power	blue	clock_speed	dual_sim	four_g	front_camera	int_memory	m_dep	mobile_wt	n_cores	phone_id	price_range	primary_camera	px_height	px_width	ram	sc_h	sc_w	talk_time	three_g	touch_screen	wifi
battery_power	1.000	0.038	0.008	0.053	0.000	0.038	-0.004	0.032	0.002	-0.030	-0.025	0.129	0.032	0.009	-0.010	-0.003	-0.029	-0.027	0.054	0.000	0.000	0.000
blue	0.038	1.000	0.047	0.026	0.000	0.000	0.060	0.027	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.016	0.000	0.007
clock_speed	0.008	0.047	1.000	0.020	0.048	-0.005	0.003	-0.016	0.011	-0.006	-0.008	0.000	-0.005	-0.015	-0.011	0.005	-0.031	-0.012	-0.011	0.041	0.035	0.000
dual_sim	0.053	0.026	0.020	1.000	0.000	0.000	0.000	0.062	0.035	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.000	0.020	0.020	0.000	0.000	0.000
four_g	0.000	0.000	0.048	0.000	1.000	0.041	0.000	0.000	0.051	0.041	0.043	0.009	0.000	0.012	0.000	0.000	0.080	0.000	0.038	0.582	0.000	0.000
front_camera	0.038	0.000	-0.005	0.000	0.041	1.000	-0.026	0.012	0.027	-0.016	-0.000	0.000	0.659	-0.021	-0.011	0.018	-0.011	-0.002	-0.001	0.000	0.044	0.048
int_memory	-0.004	0.060	0.003	0.000	0.000	-0.026	1.000	0.006	-0.035	-0.029	-0.060	0.040	-0.033	0.000	-0.007	0.032	0.040	0.014	-0.004	0.030	0.023	0.008
m_dep	0.032	0.027	-0.016	0.062	0.000	0.012	0.006	1.000	0.023	-0.005	-0.016	0.018	0.027	0.028	0.025	-0.009	-0.023	-0.020	0.017	0.000	0.068	0.015
mobile_wt	0.002	0.000	0.011	0.035	0.051	0.027	-0.035	0.023	1.000	-0.021	-0.062	0.030	0.018	0.010	0.000	-0.003	-0.034	-0.019	0.007	0.000	0.000	0.000
n_cores	-0.030	0.000	-0.006	0.000	0.041	-0.016	-0.029	-0.005	-0.021	1.000	0.012	0.000	-0.001	-0.005	0.024	0.007	0.001	0.031	0.013	0.019	0.000	0.000
phone_id	-0.025	0.008	-0.008	0.000	0.043	-0.000	-0.060	-0.016	-0.062	0.012	1.000	0.000	-0.008	-0.025	-0.004	-0.046	-0.023	-0.005	-0.020	0.016	0.000	0.000
price_range	0.129	0.000	0.000	0.000	0.009	0.000	0.040	0.018	0.030	0.000	0.000	1.000	0.027	0.084	0.103	0.723	0.035	0.059	0.000	0.000	0.019	0.000
primary_camera	0.032	0.000	-0.005	0.000	0.000	0.659	-0.033	0.027	0.018	-0.001	-0.008	0.027	1.000	-0.015	0.003	0.028	0.005	-0.035	0.014	0.000	0.035	0.000
px_height	0.009	0.000	-0.015	0.000	0.012	-0.021	0.000	0.028	0.010	-0.005	-0.025	0.084	-0.015	1.000	0.469	-0.031	0.055	0.027	-0.012	0.023	0.000	0.061
px_width	-0.010	0.000	-0.011	0.000	0.000	-0.011	-0.007	0.025	0.000	0.024	-0.004	0.103	0.003	0.469	1.000	0.004	0.025	0.023	0.004	0.000	0.000	0.035
ram	-0.003	0.000	0.005	0.019	0.000	0.018	0.032	-0.009	-0.003	0.007	-0.046	0.723	0.028	-0.031	0.004	1.000	0.017	0.027	0.012	0.041	0.000	0.000
sc_h	-0.029	0.000	-0.031	0.000	0.080	-0.011	0.040	-0.023	-0.034	0.001	-0.023	0.035	0.005	0.055	0.025	0.017	1.000	0.469	-0.019	0.019	0.018	0.072
sc_w	-0.027	0.039	-0.012	0.020	0.000	-0.002	0.014	-0.020	-0.019	0.031	-0.005	0.059	-0.035	0.027	0.023	0.027	0.469	1.000	-0.020	0.049	0.000	0.000
talk_time	0.054	0.000	-0.011	0.020	0.038	-0.001	-0.004	0.017	0.007	0.013	-0.020	0.000	0.014	-0.012	0.004	0.012	-0.019	-0.020	1.000	0.036	0.045	0.000
three_g	0.000	0.016	0.041	0.000	0.582	0.000	0.030	0.000	0.000	0.019	0.016	0.000	0.000	0.023	0.000	0.041	0.019	0.049	0.036	1.000	0.000	0.000
touch_screen	0.000	0.000	0.035	0.000	0.000	0.044	0.023	0.068	0.000	0.000	0.000	0.019	0.035	0.000	0.000	0.000	0.018	0.000	0.045	0.000	1.000	0.000
wifi	0.000	0.007	0.000	0.000	0.000	0.048	0.008	0.015	0.000	0.000	0.000	0.000	0.000	0.061	0.035	0.000	0.072	0.000	0.000	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	phone_id	battery_power	clock_speed	m_dep	mobile_wt	n_cores	ram	talk_time	price_range	px_height	px_width	sc_h	sc_w	front_camera	primary_camera	blue	dual_sim	four_g	three_g	touch_screen	wifi	int_memory
0	1	842	2.2	0.6	188	2	2549	19	1	20	756	9	7	1	2	0	0	0	0	0	1	7
1	2	1021	0.5	0.7	136	3	2631	7	2	905	1988	17	3	0	6	1	1	1	1	1	0	53
2	3	563	0.5	0.9	145	5	2603	9	2	1263	1716	11	2	2	6	1	1	1	1	1	0	41
3	4	615	2.5	0.8	131	6	2769	11	2	1216	1786	16	8	0	9	1	0	0	1	0	0	10
4	5	1821	1.2	0.6	141	2	1411	15	1	1208	1212	8	2	13	14	1	0	1	1	1	0	44
5	6	1859	0.5	0.7	164	1	1067	10	1	1004	1654	17	1	3	7	0	1	0	1	0	0	22
6	7	1821	1.7	0.8	139	8	3220	18	3	381	1018	13	8	4	10	0	0	1	1	0	1	10
7	8	842	2.2	0.6	188	2	2549	19	1	20	756	9	7	1	2	0	0	0	0	0	1	7
8	9	1021	0.5	0.7	136	3	2631	7	2	905	1988	17	3	0	6	1	1	1	1	1	0	53
9	10	563	0.5	0.9	145	5	2603	9	2	1263	1716	11	2	2	6	1	1	1	1	1	0	41

	phone_id	battery_power	clock_speed	m_dep	mobile_wt	n_cores	ram	talk_time	price_range	px_height	px_width	sc_h	sc_w	front_camera	primary_camera	blue	dual_sim	four_g	three_g	touch_screen	wifi	int_memory
1997	1998	1617	2.4	0.8	85	1	296	7	0	743	1426	5	3	8	9	1	0	1	1	0	0	36
1998	1999	1882	2.0	0.8	113	8	3579	20	3	4	743	19	8	11	19	0	0	1	1	1	0	44
1999	2000	674	2.9	0.2	198	3	1180	4	0	576	1809	6	3	1	4	1	1	0	1	1	1	21
2000	2001	1467	0.5	0.6	122	5	3962	5	3	888	1099	15	11	0	0	1	0	0	1	1	1	18
2001	2002	858	2.2	0.1	84	1	3978	3	3	528	1416	17	16	1	2	0	0	0	1	1	0	50
2002	2003	794	0.5	0.8	106	6	668	19	0	1222	1890	13	4	0	14	1	1	1	1	1	0	2
2003	2004	1965	2.6	0.2	187	4	2032	16	2	915	1965	11	10	0	3	1	1	0	1	1	1	39
2004	2005	1911	0.9	0.7	108	8	3057	5	3	868	1632	9	1	1	3	0	1	1	1	1	0	36
2005	2006	1512	0.9	0.1	145	5	869	19	0	336	670	18	10	4	5	0	0	1	1	1	1	46
2006	2007	510	2.0	0.9	168	6	3919	2	3	483	754	19	4	5	16	1	1	1	1	1	1	45

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)